This article reviews the seminal econometric 1 models published by maritime economists between 1934 and 2012, indicating the main mistakes committed during this period, so that future research can avoid them. The errors were spurious regression, identification and the false assumption that maritime markets are sufficiently efficient, if co-integrated. Three further mistakes are noted: the belief that a shipping firm is its vessel; the assumption that a random walk is appropriate for modeling tanker markets, and the assumption that shipping markets are random and linear. Koopmans was correct (in 1939) in stating that the discrepancy (surplus/deficit) between supply and demand for ship space determines freight rates, something that passed unnoticed until recently. The papers reviewed cast in four centers -on the basis of the academic domicile of their authors: 1) the pioneering Dutch Center, 1934-1939, 2) the Zannetos Model, 1966, 3) the Norwegian Center, 1976-2012, and 4) the Beenstock-Vergottis Model, 1985-1993 and English Center, 1987- 2002. Unfortunately, each new shipping model rejected almost all previous ones and consequently the research did not build a clear picture. Moreover, maritime markets are not perfectly competitive, and most maritime economic concepts need a re-definition, including: shortrun , shipowners expectations and marginal cost .
KeywordsShipping Econometric ModelsA Critical Survey 1934-2012Suggestions for Further Research
Intriligator, M. (1978) Econometric Models: Techniques and Applications. Prentice Hall, USA.
Smith, A. (1776) An Inquiry for the Nature and the Causes of the Wealth of Nations. Greek Translation, Newspaper “Vima”.
Koopmans, T.C. (1939) Tanker Freight Rates and Tankship Building, Haarlem.
Zannetos, Z.S. (1966) The Theory of Oil Tankship Rates. MIT Press, Cambridge.
Beenstock, M. and Vergottis, A. (1993) Econometric Modeling of World Shipping. Chapman & Hall, London.
Kavussanos, M.G. (1996) Comparisons of Volatility in the Dry-Cargo Ship Sector. Spot versus Time-Charters and Smaller versus Larger Vessels. Transport Economics & Policy, 30, 67-82.
Veenstra, A.W. and De La Fosse, S. (2006) Contributions to Maritime Economics-Zenon S. Zannetos, the Theory of Oil Tankship Rates. Maritime Policy & Management, 33, 61-73. https://doi.org/10.1080/03088830500513444
Talley, W.K. (2012) General Introduction, the Blackwell Companion to Maritime Economics. Wiley-Blackwell, Oxford, 3-15.
Goulielmos, A.M. (2002) Complexity Theory Applied to Management of Shipping Companies. Maritime Policy & Management, 29, 375-391. https://doi.org/10.1080/03088830210144305
Glen, D. (1987) Differentiation in the Oil Tanker Market. PhD Thesis, University of London, London.
Vergottis, A. (1988) An Econometric Model of World Shipping. PhD Thesis, City University Business School, London.
Kavussanos, M.G. (1992) An Empirical Examination of Bilateral Seaborne Trade Flows in the World Economy. PhD Thesis, City University Business School, London.
Psifia, E.-M. (2006) A Critical Analysis of Traditional Methods of Financing Shipping Investments and Proposals for Innovation. Ph.D. Thesis, University of Piraeus, Piraeus.
Stopford, M. (2009) Maritime Economics. 3rd Edition, Rutledge, London. https://doi.org/10.4324/9780203891742
Tinbergen, J. (1959) (1) (1934): “Scheepsruimte en vrachten” and (2) (1931): “Ein Schiffbauzyclus?” De Nederlandsche Conjunctuur, March: 23-35. In: Klassen, J.C., Koyck, L.M. and Wittenveen, H.J., Eds., Jan Tinbergen: Selected Papers, North Holland, Haarlem.
Goulielmos, A.M. (2018) Maritime Econometrics: Models of Dry Cargo Ships and Tankers, 1996-2005 Survey. Modern Economy, 9, 12. https://doi.org/10.4236/me.2018.912136
Goulielmos, A.M. (2018) Maritime Economic Modeling: A Survey, 2006-2016. Modern Economy, 9, 12. https://doi.org/10.4236/me.2018.912129
Galton, F. (1885) Presidential Address to a (Not Specified) Society. Physical Inheritance (1889), London.
Frisch, R. (1938) Autonomy of Economic Relations: Statistical versus Theoretical Relations in Economic Macro-Dynamics, in the Foundations of Econometric Analysis. Cambridge University Press, London, 407-424.
Haavelmo, T. (1943) The Statistical Implications of a System of Simultaneous Equations. Econometrica, 11, 1-12. https://doi.org/10.2307/1905714
Haavelmo, T, (1944) The Probability Approach in Econometrics. Econometrica, 12, 12-17. https://doi.org/10.2307/1906935
Qin, D. (2013) A History of Econometrics. Oxford U P, Oxford. https://doi.org/10.1093/acprof:oso/9780199679348.001.0001
Cowles, A. (1933) Can Stock Market Forecasters Forecast? Econometrica, 1, 309-324. https://doi.org/10.2307/1907042
Mandelbrot, B.B. and Hudson, R.L. (2006/2008) The (mis)behavior of Markets: A Fractal View of Financial Turbulence. Basic Books, New York.
Heckman, J.J. (2000) Causal Parameters and Policy Analysis in Economics: A 20th Century Retrospective. Quarterly of Economics, 115, 45-97. https://doi.org/10.1162/003355300554674
Brooks, C. (2014) Introductory Econometrics for Finance. 3rd Edition, Cambridge University Press, Cambridge. https://doi.org/10.1017/CBO9781139540872
Marschak, J. (1946) Quantitative Studies in Economic Behavior. Report to Rockefeller Foundation.
Epstein, R. (1987) A History of Econometrics, Amsterdam, North-Holland.
Epstein, R. (1989) The Fail of OLS in Structural Estimation. Oxford Economic Papers, 41, 94-107. https://doi.org/10.1093/oxfordjournals.oep.a041930
Sims, C.A. (1980) Macroeconomics and Reality. Econometrica, 48, 1-48. https://doi.org/10.2307/1912017
Theil, H. (1953) Estimation and Simultaneous Correlation in Complete Equation Systems. The Hague: Central Planning Office (Mimeo).
Basmann, R. (1957) A Generalized Classical Method of Linear Estimation of Coefficients in a Structural Equation. Econometrica, 25, 77-83. https://doi.org/10.2307/1907743
Sargan, D. (1958) The Estimation of Economic Relationships Using Instrumental Variables. Econometrica, 26, 393-415. https://doi.org/10.2307/1907619
Sargan, D. (1959) The Estimation of Relationships with Autocorellated Residuals by the Use of Instrumental Variables. Royal Statistical Society, Series B, 21, 91-105.
Zellner, A. (1962) An Efficient Method of Estimating Seemingly Unrelated Regressions and Tests for Aggregation Bias. American Statistical Association, 57, 348-368. https://doi.org/10.1080/01621459.1962.10480664
Engle, R. and Granger, C. (1987) Co-Integration and Error-Correction: Representation Estimation and Testing. Econometrica, 55, 251-276. https://doi.org/10.2307/1913236
Kavussanos, M.G. and Alizadeh, A.H. (2002) Efficient Pricing of Ships in the Dry Bulk Sector of the Shipping Industry. Maritime Policy & Management, 29, 303-330. https://doi.org/10.1080/03088830210132588
Kavussanos, M.G. and Alizadeh, A.H. (2002) The Expectations Hypothesis of the Term Structure and Risk Premiums of Dry Bulk Shipping Freight Markets. Transport Economics & Policy, 36, 267-304.
Hale, C. and Vanags, A. (1992) The Market for Second-Hand Ships: Some Results on Efficiency Using Co-Integration. Maritime Policy & Management, 19, 31-40. https://doi.org/10.1080/03088839200000003
Campbell, J.Y. and Shiller, R.J. (1987) Co-Integration and Test of Present Value Models. Political Economy, 95, 1062-1088. https://doi.org/10.1086/261502
Engle, R.E., Lilien, D.M. and Robins, R.P. (1987) Estimating Time-Varying Risk Premia in the Term Structure: The ARCH-M Model. Econometrica, 55, 391-407. https://doi.org/10.2307/1913242
Goulielmos, A.M. (2009) Risk Analysis of the Aframax Freight Market and of Its New Building and Second Hand Prices, 1976-2008 and 1984-2008. Shipping & Transport Logistics, 1, 74-97. https://doi.org/10.1504/IJSTL.2009.021977
Box, G.E.P. and Jenkins, G.M. (1976) Time Series Analysis: Forecasting and Control. 2nd Edition, Holden-Day, S. Francisco.
Schweitzer, F. (2002) Modeling Complexity in Economic and Social Systems. World Scientific, Singapore.
Estola, M. (2002) A Dynamic Theory of a Firm: An Application of Economic Forces. In: Schweitzer, F., Ed., Modeling Complexity in Economic and Social Systems, World Scientific Publishing, Mainland Press, Singapore, Chapter 13.
Peters, E.E. (1996) Chaos and Order in the Capital Market: A New View of Cycles, Prices, and Market Volatility. 2nd Edition, a Wiley Finance Edition.
Evans, J.J. (1994) An Analysis of (the) Efficiency of the Bulk Shipping Markets. Maritime Policy & Management, 21, 311-329. https://doi.org/10.1080/03088839400000055
Goulielmos, A.M. (2014) Why Shipowners Place Excessive Orders during a Depression? Social Science Research, 2.
Thorburn, T. (1960) Supply and Demand of Water Transport: Studies in Cost and Revenue, Structure of Ships, Ports and Transport Buyers with Respect to Their Effects on Supply and Demand of Water Transport of Goods. The Business Research Institute of the Stockholm School of Economics.
Goulielmos, A.M. (2018) The Unresolved Issues in Maritime Economics. Modern Economy, 9, 1687-1715.
Metaxas, B.N. (1971) The Economics of Tramp Shipping. Athlone Press, London.
Heaver, T.D. (1993) The Many Facets of Maritime Economics in Association. Maritime Policy & Management, 20, 121-132. https://doi.org/10.1080/03088839300000023
Heaver, T.D. (2012) The Evolution of Maritime Economics. In: Talley, W.K., Ed., The Blackwell Companion to Maritime Economics, Wiley-Blackwell, Oxford, 16-33.
Shimojo, T. (1979) Economic Analysis of Shipping Freights. Research Institute for Economic and Business Administration, Kobe University, Kobe.
Zannetos, Z.S. (1987) Oil Tanker Markets: Continuity amidst Change. In: Gordon, R., Jacoby, H. and Zimmerman, M., Eds., Energy, Markets and Regulation, MIT Press, London, 235-257.
Hicks, J.R. (1946) Value and Capital: An Inquiry into Some Fundamental Principles of Economic Theory. 2nd Edition, Clarendon Press, Oxford.
Dikos, G. (2004) New-Building Prices: Demand Inelastic or Perfectly Competitive. Maritime Economics & Logistics, 6, 312-321. https://doi.org/10.1057/palgrave.mel.9100115
Georgantzi, A. (2005) A Review of the Proportion of Voyage against Time Charter Fixtures at Various Phases of the Freight Market. MSc Thesis, City University.
Marshall, A. (1920) Principles of Economics. 8th Edition, Macmillan & Co. Ltd., London.
Prigogine, I. (2003) Is Future Given? World Scientific, Singapore. https://doi.org/10.1142/5352
Tvedt, J. (2003) A New Perspective on Price Dynamics of the Dry Bulk Market. Maritime Policy & Management, 30, 221-230. https://doi.org/10.1080/0308883032000133413
Adland, R. and Cullinane, K. (2006) The Non-Linear Dynamics of Spot Freight Rates in Tanker Markets. Transportation Research Part E: Logistics and Transportation Review, 42, 211-224.
Goulielmos, A.M. (2013) Oil Transport Management, Shipping and Transport Logistics. Collection of Papers, Springer-Verlag, London, 27-62.
Strandenes, S.P. (2012) Maritime Freight Markets. In: Talley, W.K., Ed., The Blackwell Companion to Maritime Economics, Wiley-Blackwell, Oxford, 107-120.
Glen, D.R. and Martin, B.T. (1998) Conditional Modeling of Tanker Market Risk Using Route Specific Freight Rates. Maritime Policy & Management, 25, 117-128. https://doi.org/10.1080/03088839800000023
Eriksen, I.E. and Norman, V.D. (1976) Ecotank: Econometric Model for Tanker Companies. ISR, NSEBA, Bergen. (In Norwegian)
Eriksen, I.E. (1977) The Demand for Bulk Ship Services. Norwegian Maritime Research, 2, 22-26.
Wergeland, T. (1981) Norbulk: A Simulation Model of Bulk Freight Rates. WP 12, Norwegian School of Economic and Business Administration, Bergen.
Norman, V.D. and Wergeland, T. (1981) Nortank: A Simulation Model of the Freight Market for Large Tankers. R 4, CAR, NSEBA, Bergen.
Strandenes, S.P. (1981) Demand Substitution between Tankers of Different Sizes. Studies in Shipping Economics, Hope, Oslo, 63-77.
Strandenes, S.P. and Wergeland, T. (1981) Ecotank—An Updated Version. Bergen.
Strandenes, S.P. (1984) Price Determination in the Time Charter and Second Hand Markets. Norwegian School of Economics and Business Administration, Bergen, 584.
Beenstock, M. (1985) A Theory of Ship Prices. Maritime Policy & Management, 12, 215-225. https://doi.org/10.1080/03088838500000028
Glen, D.R. (1997) The Market of 2nd-Hand Ships: Further Results on Efficiency Using Co-Integration Analysis. Maritime Policy & Management, 24, 245-260. https://doi.org/10.1080/03088839700000029
Strandenes, S.P. (1986) Norship: A Simulation Model of Markets in Bulk Shipping. Norwegian School of Economics & Business Administration, Bergen, 11.
Fama, E.F. (1964) The Distribution of Daily Differences of Stock Prices: A Test of Mandelbrot’s Stable Paretian Hypothesis. PhD, University of Chicago Graduate School of Business.
Strandenes, S.P. (1990) Capacity Utilization in Shipbuilding and Shipping, Shipping Strategies and Bulk Shipping in the 1990s. Strandenes-Svendsen and Wergeland, Bergen.
Beenstock, M. and Vergottis, A. (1989a) An Econometric Model of the World Market for Dry Cargo Freight and Shipping. Applied Economics, 21, 339-356. https://doi.org/10.1080/758522551
Beenstock, M. and Vergottis, A. (1989b) An Econometric Model of the World Tanker Market. Transport Economics & Policy, 23, 263-280.
Beenstock, M. and Vergottis, A. (1993) The Interdependence between the Dry Cargo and Tanker Markets. Transportation & Logistics Review, 29, 3-38.
Hawdon, D. (1978) Tanker Freight Rates in the Short and Long Run. Applied Economics, 10, 203-217. https://doi.org/10.1080/758527274
Charemza, W. and Gronicki, M. (1981) An Econometric Model of World Shipping and Shipbuilding. Maritime Policy & Management, 21-30. https://doi.org/10.1080/03088838100000019
Hale, C. and Vanags, A. (1989) Spot and Period Rates in the Bulk Market. Transport Economics & Policy, 23, 281-291.
Glen, D.R. (1990) The Emergence of Differentiation in the Oil Tanker Market, 1970-78. Maritime Policy & Management, 17, 289-312. https://doi.org/10.1080/03088839000000034
Wright, G. (1993) Expectations in the Shipping Sector. Transport Economics, 20, 67-76.
Campbell, J.Y. and Shiller, R.J. (1991) Yield Spreads and Interest Rate Movements: A Bird’s Eye View. Review of Economic Studies, 58, 495-514. https://doi.org/10.2307/2298008
Goulielmos, A.M. (2018) Self-Reinforcing Mechanisms in Economics: With Two Case-Studies from Shipping Industry. Modern Economy, 9, 7. https://doi.org/10.4236/me.2018.97085
Papadopoulos, P.A. and Tamvakis, M.N. (1994) Applications of Probability Theory to Marine Project Appraisal. Maritime Policy & Management, 21, 103-123. https://doi.org/10.1080/03088839400000028
Glen, D.R. (1991) Quantitative Methods in Maritime Economics, a Book Written by Evans and Marlow in 1990. Maritime Policy & Management, 18, 146. https://doi.org/10.1080/03088839100000042
Evans, J.J. and Marlow, P.B. (1990) Quantitative Methods in Maritime Economics. 2nd Edition, Fairplay Publs, London.
McConville, J. (1998) 25 Years on. Maritime Policy & Management, 25, 1-2. https://doi.org/10.1080/03088839800000041
Lyridis, D. and Zacharioudakis, P. (2012) Liquid Bulk Shipping. In: Talley, W.K. Ed., The Blackwell Companion to Maritime Economics, Wiley-Blackwell, Oxford, 205-229. https://doi.org/10.1002/9781444345667.ch11
Goulielmos, A.M. (1974) A Vintage Model Approach to Some Problems of Shipping Economics. Unpublished PhD Thesis, Brunel University.
Li, J. and Parsons, M.G. (1997) Forecasting Tanker Freight Rate Using Neural Networks. Maritime Policy & Management, 24, 9-30. https://doi.org/10.1080/03088839700000053
Weatherall, J.O. (2013) The Physics of Wall Street, a Brief History of Predicting the Unpredictable. Houghton Mifflin Harcourt, Boston.
Goulielmos, A.M. and Psifia, M.-E. (2011) Forecasting Short-Term Freight Rate Cycles: Do We Have a More Appropriate Method than Normal Distribution? Maritime Policy & Management, 38, 645-672. https://doi.org/10.1080/03088839.2011.556673
Buchanan, M. (2013) Forecast: What Physics, Meteorology and the Natural Sciences Can Teach Us about Economics.
Lucas, R.E. and Sargent, T.J. (1979) After Keynesian Macroeconomics. Federal Reserve Bank of Minneapolis, Minneapolis, 1-16.
Lucas, R.E. (1976) Econometric Policy Evaluation: A Critique. In: Brunner, K. and Meltzer, A., Eds., Carnegie-Rochester Conference Series on Public Policy, Elsevier, Amsterdam, 19-46. https://doi.org/10.1016/S0167-2231(76)80003-6